Infrared and Laser Engineering, Volume. 52, Issue 3, 20220378(2023)

Research on atmospheric transmission calibration method of infrared target simulator

Xinyi Zhang and Zhenlin Chen
Author Affiliations
  • Naval Aviation University, Yantai 264001, China
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    Figures & Tables(12)
    Measuring target radiation of infrared radiometer direct measurement method
    Convolutional neural network model of encoder-decoder architecture
    Encoder-decoder CNN model training flowchart
    Infrared radiometer calibration flowchart
    Experiment device of infrared radiometer calibration
    Infrared radiometer calibration results
    Atmospheric transmittance and atmospheric path radiation at different distances
    Calculation results of atmospheric transmittance and atmospheric path radiation with different methods
    Comparison of radiative inversion results with different methods
    Errors of radiative inversion results with different methods
    • Table 1. Network parameter settings

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      Table 1. Network parameter settings

      Operation layerNumber of filtersSize of each filterStridePaddingOutput size
      1×9×3
      EncoderConv_1644×32×211×2×64
      Conv_21285×32×211×1×128
      Conv_36418×11×111×1×64
      Embedding layersEmbedding_distance----64
      Embedding_1----64
      Embedding_2----64
      DecoderConvtrans_125618×11×112×2×128
      Convtrans _21285×42×214×4×64
      Convtrans _3645×32×218×8×2
      Convtrans_424×32×212×3×9
    • Table 2. Measurement error

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      Table 2. Measurement error

      Measurement errorMeasurement method1-3 μm3-5 μm8-14 μm
      Mean relative errorModtran4.04.4408%7.7930%9.2662%
      Encoder-decoder CNN3.0783%3.8186%5.3452%
      Linear correction method3.9120%5.9204%8.2427%
      Nonlinear correction method3.7673%5.3866%7.8982%
      Maximum relative errorModtran4.04.6787%7.9853%9.4576%
      Encoder-decoder CNN3.1332%4.1722%5.4866%
      Linear correction method4.0767%6.0062%8.4335%
      Nonlinear correction method3.7945%5.6752%8.1451%
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    Xinyi Zhang, Zhenlin Chen. Research on atmospheric transmission calibration method of infrared target simulator[J]. Infrared and Laser Engineering, 2023, 52(3): 20220378

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    Paper Information

    Category: Infrared technology and application

    Received: Aug. 10, 2022

    Accepted: --

    Published Online: Apr. 12, 2023

    The Author Email:

    DOI:10.3788/IRLA20220378

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